Experiments
Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).
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Has reproduction · 89
MirDIP 5.2: tissue context annotation and novel microRNA curation.
PMID 36453996 · PMC9825511 · Nucleic acids research · 2023 · 7 claims · 6 setups
mirDIP 5.2 removed eight outdated resources, added miRNATIP, and ran five prediction algorithms against miRBase and mirGeneDB miRNAs to expand and improve interaction coverage
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Gene Prospector: an evidence gateway for evaluating potential susceptibility genes and interacting risk factors for human diseases.
PMID 19063745 · PMC2613935 · BMC bioinformatics · 2008 · 8 claims · 5 setups
Gene Prospector is a Web-based application that selects and prioritizes potential disease-related genes using a curated, updated literature database of genetic association studies
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Computational analysis of the synergy among multiple interacting genes.
PMID 17299419 · PMC1828751 · Molecular systems biology · 2007 · 8 claims · 3 setups
Multivariate synergy of a set of factors with respect to a phenotype can be defined via the maximum-information partition, i.e., comparing the mutual information of the full set to the best achievable sum of mutual information over any partition into disjoint subsets.
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Computer-aided identification of polymorphism sets diagnostic for groups of bacterial and viral genetic variants.
PMID 17672919 · PMC1973086 · BMC bioinformatics · 2007 · 6 claims · 8 setups
The Not-N algorithm, incorporated into the Minimum SNPs program, identifies small marker sets diagnostic for user-defined subgroups of genetic variants with 0% false negatives
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Has reproduction · 92
A network-guided protocol to discover susceptibility genes in genome-wide association studies using stability selection.
PMID 36609152 · PMC9850185 · STAR protocols · 2023 · 5 claims · 5 setups
The protocol identifies genes that are both statistically associated with a phenotype and functionally interconnected in a biological network
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The genomic analysis of lactic acidosis and acidosis response in human cancers.
PMID 19057672 · PMC2585811 · PLoS genetics · 2008 · 8 claims · 8 setups
Lactic acidosis and hypoxia induce largely distinct gene expression programs in HMECs, with lactic acidosis producing a much larger and more dramatic response
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Comparison of prognostic gene expression signatures for breast cancer.
PMID 18717985 · PMC2533026 · BMC genomics · 2008 · 8 claims · 5 setups
The three prognostic signatures (70-gene, 76-gene, GGI) show similar prognostic performance for predicting DMFS despite differing gene identity and development approach
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Has reproduction · 87
A robust data scaling algorithm to improve classification accuracies in biomedical data.
PMID 27612635 · PMC5016890 · BMC bioinformatics · 2016 · 8 claims · 2 setups
Models trained on data scaled by the GL algorithm outperform models trained on data scaled by the Min-max or Z-score algorithms across 16 binary classification tasks, measured by AUROC and percentage of correct classification
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Has reproduction · 83
Analyzing biomarker discovery: Estimating the reproducibility of biomarker sets.
PMID 35901020 · PMC9333302 · PloS one · 2022 · 7 claims · 3 setups
A Reproducibility Score, RS(D,BD), defined as the average Jaccard overlap between biomarker sets found by the same discovery process on comparable datasets from the same distribution, quantifies biomarker reproducibility on a 0-1 scale
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The European Bioinformatics Institute's data resources: towards systems biology.
PMID 15608238 · PMC539980 · Nucleic acids research · 2005 · 8 claims · 5 setups
Since 2003 the EBI has launched new databases covering protein-protein interactions (IntAct), pathways (Reactome) and small molecules (ChEBI)
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Has reproduction · 50
Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.
PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups
A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database
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Discordance of species trees with their most likely gene trees.
PMID 16733550 · PMC1464820 · PLoS genetics · 2006 · 7 claims · 2 setups
For any species tree topology with n ≥ 5 taxa, there exist branch lengths for which the most likely gene tree topology (an 'anomalous gene tree') differs from the species tree topology.
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Information-based methods for predicting gene function from systematic gene knock-downs.
PMID 18959798 · PMC2596148 · BMC bioinformatics · 2008 · 8 claims · 4 setups
Information-based metrics, which incorporate a phenotype's genomic frequency, outperform non-information-based metrics for detecting gene-gene functional similarity from phenotypic knock-down profiles.
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Prediction of candidate primary immunodeficiency disease genes using a support vector machine learning approach.
PMID 19801557 · PMC2780952 · DNA research : an international journal for rapid publication of reports on genes and genomes · 2009 · 6 claims · 3 setups
An SVM trained on 69 binary features of known PID genes can accurately classify PID vs non-PID genes and predict novel candidate PID genes
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miRGen: a database for the study of animal microRNA genomic organization and function.
PMID 17108354 · PMC1669779 · Nucleic acids research · 2007 · 8 claims · 6 setups
miRGen is an integrated database combining Genomics, Targets, and Clusters interfaces to study miRNA genomic organization and function across 11 animal genomes
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Has reproduction · 83
Macrel: antimicrobial peptide screening in genomes and metagenomes.
PMID 33384902 · PMC7751412 · PeerJ · 2020 · 8 claims · 8 setups
Macrel is an end-to-end pipeline that predicts high-quality AMP candidates from peptides, contigs, or reads of (meta)genomes
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Has reproduction · 81
Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality.
PMID 32681306 · PMC7599172 · Current genetics · 2020 · 7 claims · 7 setups
A Random Forest machine-learning approach can predict gene essentiality from in vivo transposon insertion data across multiple yeast species and transposon systems
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Has reproduction · 79
Computationally scalable regression modeling for ultrahigh-dimensional omics data with ParProx.
PMID 34254998 · PMC8575036 · Briefings in bioinformatics · 2021 · 6 claims · 4 setups
ParProx implements overlapping and non-overlapping (latent) group lasso regression for time-to-event (Cox) and classification (logistic) analysis with variables grouped by biological priors.
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Filtering high-throughput protein-protein interaction data using a combination of genomic features.
PMID 15833142 · PMC1127019 · BMC bioinformatics · 2005 · 8 claims · 8 setups
A combination of three genomic features (interacting Pfam domains, GO annotations, sequence homology) using naive Bayesian networks predicts true protein-protein interactions with high sensitivity and good specificity.
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Calibrating the performance of SNP arrays for whole-genome association studies.
PMID 18584036 · PMC2432039 · PLoS genetics · 2008 · 8 claims · 7 setups
Previous SNP array genetic coverage estimates are inflated due to SNP overfitting and sample overfitting, since they were evaluated on the same HapMap SNPs/individuals used to design the arrays.